{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"9f9352d6-be70-4f3e-ac33-12778fe13ad4\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"d97211ba-ae47-4aa1-b093-530813f39c63\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\"}],\"center\":[{\"id\":\"1014\"},{\"id\":\"1018\"}],\"left\":[{\"id\":\"1015\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1036\"}],\"title\":{\"id\":\"1038\"},\"toolbar\":{\"id\":\"1026\"},\"x_range\":{\"id\":\"1003\"},\"x_scale\":{\"id\":\"1007\"},\"y_range\":{\"id\":\"1005\"},\"y_scale\":{\"id\":\"1009\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"1044\"},\"selection_policy\":{\"id\":\"1045\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1015\"},\"dimension\":1,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1016\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\"},\"ticker\":{\"id\":\"1012\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"1011\"},\"ticker\":null},\"id\":\"1014\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"1033\"},\"glyph\":{\"id\":\"1034\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1035\"},\"selection_glyph\":null,\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1040\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"d97211ba-ae47-4aa1-b093-530813f39c63\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"9f9352d6-be70-4f3e-ac33-12778fe13ad4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,2,3,4,5]\n",
    "y = [6,8,2,4,5]\n",
    "\n",
    "p = figure(plot_width=400,plot_height = 400)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3ee0cda8-db3b-4f75-a445-54c95b51aebe\" data-root-id=\"1824\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"69422189-16bf-4168-af6d-0ee454e7875f\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1823\"},{\"id\":\"1821\"}]},\"id\":\"1824\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1808\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1746\"},{\"id\":\"1747\"},{\"id\":\"1748\"},{\"id\":\"1749\"},{\"id\":\"1750\"},{\"id\":\"1751\"}]},\"id\":\"1753\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1751\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1789\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1732\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1774\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1768\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1813\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1815\"},\"ticker\":{\"id\":\"1777\"}},\"id\":\"1776\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1776\"},\"ticker\":null},\"id\":\"1779\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1804\"},\"ticker\":{\"id\":\"1743\"}},\"id\":\"1742\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1790\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1784\",\"type\":\"PanTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1813\"},\"ticker\":{\"id\":\"1781\"}},\"id\":\"1780\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1804\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1736\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"1766\",\"type\":\"Title\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1761\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"axis\":{\"id\":\"1742\"},\"dimension\":1,\"ticker\":null},\"id\":\"1745\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1777\",\"type\":\"BasicTicker\"},{\"attributes\":{\"toolbar\":{\"id\":\"1822\"},\"toolbar_location\":\"above\"},\"id\":\"1823\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"below\":[{\"id\":\"1776\"}],\"center\":[{\"id\":\"1779\"},{\"id\":\"1783\"}],\"left\":[{\"id\":\"1780\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1801\"}],\"title\":{\"id\":\"1766\"},\"toolbar\":{\"id\":\"1791\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1768\"},\"x_scale\":{\"id\":\"1772\"},\"y_range\":{\"id\":\"1770\"},\"y_scale\":{\"id\":\"1774\"}},\"id\":\"1765\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1752\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1746\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1787\",\"type\":\"SaveTool\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1728\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1800\",\"type\":\"Annulus\"},{\"attributes\":{\"data_source\":{\"id\":\"1760\"},\"glyph\":{\"id\":\"1761\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1762\"},\"selection_glyph\":null,\"view\":{\"id\":\"1764\"}},\"id\":\"1763\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1818\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1806\"},\"ticker\":{\"id\":\"1739\"}},\"id\":\"1738\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1738\"},\"ticker\":null},\"id\":\"1741\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1798\"}},\"id\":\"1802\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1743\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1798\"},\"glyph\":{\"id\":\"1799\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1800\"},\"selection_glyph\":null,\"view\":{\"id\":\"1802\"}},\"id\":\"1801\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1760\"}},\"id\":\"1764\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1817\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1785\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1808\"},\"selection_policy\":{\"id\":\"1809\"}},\"id\":\"1760\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1734\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1809\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"1790\"}},\"id\":\"1786\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1750\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1772\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"1752\"}},\"id\":\"1748\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1770\",\"type\":\"DataRange1d\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1762\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1799\",\"type\":\"Annulus\"},{\"attributes\":{\"below\":[{\"id\":\"1738\"}],\"center\":[{\"id\":\"1741\"},{\"id\":\"1745\"}],\"left\":[{\"id\":\"1742\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1763\"}],\"title\":{\"id\":\"1728\"},\"toolbar\":{\"id\":\"1753\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1730\"},\"x_scale\":{\"id\":\"1734\"},\"y_range\":{\"id\":\"1732\"},\"y_scale\":{\"id\":\"1736\"}},\"id\":\"1727\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1788\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1781\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1815\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"children\":[[{\"id\":\"1727\"},0,0],[{\"id\":\"1765\"},0,1]]},\"id\":\"1821\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"1749\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"1780\"},\"dimension\":1,\"ticker\":null},\"id\":\"1783\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1784\"},{\"id\":\"1785\"},{\"id\":\"1786\"},{\"id\":\"1787\"},{\"id\":\"1788\"},{\"id\":\"1789\"}]},\"id\":\"1791\",\"type\":\"Toolbar\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1817\"},\"selection_policy\":{\"id\":\"1818\"}},\"id\":\"1798\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1730\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1806\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1739\",\"type\":\"BasicTicker\"},{\"attributes\":{\"toolbars\":[{\"id\":\"1753\"},{\"id\":\"1791\"}],\"tools\":[{\"id\":\"1746\"},{\"id\":\"1747\"},{\"id\":\"1748\"},{\"id\":\"1749\"},{\"id\":\"1750\"},{\"id\":\"1751\"},{\"id\":\"1784\"},{\"id\":\"1785\"},{\"id\":\"1786\"},{\"id\":\"1787\"},{\"id\":\"1788\"},{\"id\":\"1789\"}]},\"id\":\"1822\",\"type\":\"ProxyToolbar\"}],\"root_ids\":[\"1824\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"69422189-16bf-4168-af6d-0ee454e7875f\",\"root_ids\":[\"1824\"],\"roots\":{\"1824\":\"3ee0cda8-db3b-4f75-a445-54c95b51aebe\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1824"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#基本图元绘制\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "# 画布列表\n",
    "figures = []\n",
    "\n",
    "# 画布 环状楔\n",
    "#p = figure(title=\"annular_wedge\",plot_width=400,plot_height = 400)\n",
    "p = figure(title=\"annular_wedge\")\n",
    "# 绘制 1\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 2\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x,y,10,20,color = \"#7FC97F\",\n",
    "          inner_radius_units=\"screen\", \n",
    "          outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 显示图形\n",
    "# show（p）\n",
    "# 显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0d2181fe-0649-4946-bd73-262e965dfafe\" data-root-id=\"2105\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"33053dc4-14ba-4cd8-8a0e-23e407c2cf32\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2114\"}],\"center\":[{\"id\":\"2117\"},{\"id\":\"2121\"}],\"left\":[{\"id\":\"2118\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"2139\"},{\"id\":\"2144\"}],\"title\":{\"id\":\"2190\"},\"toolbar\":{\"id\":\"2129\"},\"x_range\":{\"id\":\"2106\"},\"x_scale\":{\"id\":\"2110\"},\"y_range\":{\"id\":\"2108\"},\"y_scale\":{\"id\":\"2112\"}},\"id\":\"2105\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2198\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2138\",\"type\":\"Scatter\"},{\"attributes\":{\"formatter\":{\"id\":\"2194\"},\"ticker\":{\"id\":\"2115\"}},\"id\":\"2114\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2136\"}},\"id\":\"2140\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2115\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2192\"},\"ticker\":{\"id\":\"2119\"}},\"id\":\"2118\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2142\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"2141\"},\"glyph\":{\"id\":\"2142\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2143\"},\"selection_glyph\":null,\"view\":{\"id\":\"2145\"}},\"id\":\"2144\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2106\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2197\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2126\",\"type\":\"ResetTool\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"2198\"},\"selection_policy\":{\"id\":\"2199\"}},\"id\":\"2141\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2122\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2119\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2123\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2199\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2143\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"2118\"},\"dimension\":1,\"ticker\":null},\"id\":\"2121\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2112\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2125\",\"type\":\"SaveTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2128\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2122\"},{\"id\":\"2123\"},{\"id\":\"2124\"},{\"id\":\"2125\"},{\"id\":\"2126\"},{\"id\":\"2127\"}]},\"id\":\"2129\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"2136\"},\"glyph\":{\"id\":\"2137\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2138\"},\"selection_glyph\":null,\"view\":{\"id\":\"2140\"}},\"id\":\"2139\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2110\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2108\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"2128\"}},\"id\":\"2124\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2194\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"2196\"},\"selection_policy\":{\"id\":\"2197\"}},\"id\":\"2136\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"2141\"}},\"id\":\"2145\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2192\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2190\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"navy\"},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2137\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"2114\"},\"ticker\":null},\"id\":\"2117\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2127\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"2196\",\"type\":\"Selection\"}],\"root_ids\":[\"2105\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"33053dc4-14ba-4cd8-8a0e-23e407c2cf32\",\"root_ids\":[\"2105\"],\"roots\":{\"2105\":\"0d2181fe-0649-4946-bd73-262e965dfafe\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2105"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,8,2,4,5]\n",
    "\n",
    "p = figure(plot_width=400,plot_height = 400)\n",
    "p.scatter(x,y,\n",
    "         size=20,\n",
    "         marker=\"circle\",color=\"navy\",)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">1.fill_alpha:填充透明度\n",
    ">2.line_alpha： 轮廓线的透明度 默认不透明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f3a4fcba-77b4-47fb-862a-c0c82600374a\" data-root-id=\"2932\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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       "  var render_items = [{\"docid\":\"96f021f6-11d6-487a-b490-ab00572490ee\",\"root_ids\":[\"2932\"],\"roots\":{\"2932\":\"f3a4fcba-77b4-47fb-862a-c0c82600374a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
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      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2932"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"8aec0694-4a86-435f-92a4-507737904af4\" data-root-id=\"2981\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"3338\"},\"selection_policy\":{\"id\":\"3339\"}},\"id\":\"3025\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3027\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"3025\"},\"glyph\":{\"id\":\"3026\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3027\"},\"selection_glyph\":null,\"view\":{\"id\":\"3029\"}},\"id\":\"3028\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2995\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"3004\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"3003\",\"type\":\"ResetTool\"}],\"root_ids\":[\"2981\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"e5b4388d-a864-4c86-86b9-77ff09aecb96\",\"root_ids\":[\"2981\"],\"roots\":{\"2981\":\"8aec0694-4a86-435f-92a4-507737904af4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"3139\"},\"selection_policy\":{\"id\":\"3140\"}},\"id\":\"2976\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"3445\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"aa6de0ef-3830-4ef9-b3bf-220523858ea4\",\"root_ids\":[\"3445\"],\"roots\":{\"3445\":\"b515dee8-983d-4697-83c2-3c34fef74e00\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3445"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "import numpy as np\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
